From a0e88c1525a027905dd3f537253798e907c7219c Mon Sep 17 00:00:00 2001
From: Henry Dowd <henrydowd@outlook.com>
Date: Fri, 21 Nov 2025 18:31:23 +0000
Subject: [PATCH] Preprocessing text for each analyis type

---
 notebooks/01_data_exploration.ipynb | 547 ++++++++++++++++++++++------
 1 file changed, 441 insertions(+), 106 deletions(-)

diff --git a/notebooks/01_data_exploration.ipynb b/notebooks/01_data_exploration.ipynb
index ab59c02..1a80103 100644
--- a/notebooks/01_data_exploration.ipynb
+++ b/notebooks/01_data_exploration.ipynb
@@ -1,5 +1,37 @@
 {
  "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "Import Cell\n",
+   "id": "dd72d1539056a64"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-21T17:01:35.974978Z",
+     "start_time": "2025-11-21T17:01:34.412508Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import token\n",
+    "import spacy\n",
+    "from spacy import displacy\n",
+    "from IPython.display import display, HTML\n",
+    "\n",
+    "nlp = spacy.load(\"en_core_web_md\") # Medium size model\n",
+    "\n",
+    "test_sentences = [\n",
+    "    \"The cat sat on the mat.\",\n",
+    "    \"On the mat, the cat was sitting.\",\n",
+    "    \"A completely different sentence about something else.\"\n",
+    "]"
+   ],
+   "id": "12579bf734bb1a92",
+   "outputs": [],
+   "execution_count": 21
+  },
   {
    "metadata": {},
    "cell_type": "markdown",
@@ -15,16 +47,6 @@
    },
    "cell_type": "code",
    "source": [
-    "import token\n",
-    "import spacy\n",
-    "\n",
-    "nlp = spacy.load(\"en_core_web_md\")  # Can swap for large model if required\n",
-    "\n",
-    "test_sentences = [\n",
-    "    \"The cat sat on the mat.\",\n",
-    "    \"On the mat, the cat was sitting.\",\n",
-    "    \"A completely different sentence about something else.\"\n",
-    "]\n",
     "\n",
     "for sent in test_sentences:\n",
     "    doc = nlp(sent)\n",
@@ -55,65 +77,98 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-20T19:53:11.868566Z",
-     "start_time": "2025-11-20T19:53:11.861295Z"
+     "end_time": "2025-11-21T16:32:45.216663Z",
+     "start_time": "2025-11-21T16:32:42.601290Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "import spacy\n",
-    "import token\n",
-    "\n",
-    "nlp = spacy.load(\"en_core_web_md\")\n",
-    "\n",
-    "test_sentences = [\n",
-    "    \"The cat sat on the mat.\",\n",
-    "    \"On the mat, the cat was sitting.\",\n",
-    "    \"A completely different sentence about something else.\"\n",
-    "]\n",
     "\n",
     "class TextPreprocessor:\n",
     "    def __init__(self):\n",
     "        self.nlp = spacy.load(\"en_core_web_md\")\n",
     "\n",
-    "        def direct_detection(self, text):\n",
-    "            \"\"\"For direct copy detection\"\"\"\n",
-    "            #Keep punctuation\n",
-    "            return text.lower().strip()\n",
-    "\n",
-    "        def semantic_analysis(self, text):\n",
-    "            \"\"\"Semantic Similarity\"\"\"\n",
-    "            doc = self.nlp(text)\n",
-    "            tokens = []\n",
-    "            for token in doc:\n",
-    "                if (not token.is_punct and not token.is_space and token.is_alpha and token.is_stop and len(token.lemma_) > 1): #Remove single char tokens\n",
-    "                    tokens.append(token.lemma_.lower())\n",
-    "            return \" \".join(tokens)\n",
+    "    @staticmethod\n",
+    "    def direct_detection(text):\n",
+    "        \"\"\"For direct copy detection\"\"\"\n",
+    "        #Keep punctuation\n",
+    "        return text.lower().strip()\n",
     "\n",
+    "    def semantic_analysis(self, text):\n",
+    "        \"\"\"Semantic Similarity\"\"\"\n",
+    "        doc = self.nlp(text)\n",
+    "        processed_tokens = []\n",
+    "        # Remove stopwords, punctuation\n",
+    "        for token in doc:\n",
+    "            if not token.is_punct and not token.is_space and token.is_alpha and not token.is_stop:\n",
+    "                processed_tokens.append(token.lemma_.lower())\n",
+    "        return \" \".join(processed_tokens)\n",
+    "\n",
+    "    def syntactic_analysis(self, text):\n",
+    "        \"\"\"Syntactic Similarity\"\"\"\n",
+    "        doc = self.nlp(text)\n",
+    "        processed_tokens = []\n",
+    "\n",
+    "        # Normalize content words\n",
+    "        for token in doc:\n",
+    "            if token.is_space:\n",
+    "                continue\n",
+    "            elif token.is_punct:\n",
+    "                processed_tokens.append(token.text) # Keep punctuation\n",
+    "            elif token.is_stop:\n",
+    "                processed_tokens.append(token.lemma_.lower()) # Normalize stopwords\n",
+    "            else:\n",
+    "                processed_tokens.append(token.lemma_.lower()) # Normalize content words\n",
+    "        return \" \".join(processed_tokens)\n",
     "\n",
     "\n",
+    "preprocessor = TextPreprocessor()\n",
     "\n",
+    "processed_direct = []\n",
+    "processed_semantic = []\n",
+    "processed_syntactic = []\n",
     "\n",
+    "for sentence in test_sentences:\n",
+    "    processed_direct[iter] = preprocessor.semantic_analysis(sentence)\n",
+    "#print(preprocessor.syntactic_analysis(\"A completely different sentence about something else.\"))\n",
     "\n",
     "\n",
     "for sent in test_sentences:\n",
     "    print(f\"Original Sentence: {sent}\")\n",
-    "    print(\"---\")\n",
-    "    print(f\"Preprocessed Sentence: {preprocess_semantic(sent)}\")\n",
-    "    print(\"-\" * 50)"
+    "    print(\"--- Semantic Analysis  ---\")\n",
+    "    print(f\"Preprocessed Sentence: {preprocessor.semantic_analysis(sent)}\")\n",
+    "    print(\"--- Syntactic Analysis ---\")\n",
+    "    print(f\"Preprocessed Sentence: {preprocessor.syntactic_analysis(sent)}\")\n",
+    "   print(\"-\" * 50)"
    ],
    "id": "5e488a878a5cfccb",
    "outputs": [
     {
-     "ename": "IndentationError",
-     "evalue": "expected an indented block after 'if' statement on line 26 (400725648.py, line 31)",
-     "output_type": "error",
-     "traceback": [
-      "  \u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[19]\u001B[39m\u001B[32m, line 31\u001B[39m\n\u001B[31m    \u001B[39m\u001B[31mfor sent in test_sentences:\u001B[39m\n                               ^\n\u001B[31mIndentationError\u001B[39m\u001B[31m:\u001B[39m expected an indented block after 'if' statement on line 26\n"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original Sentence: The cat sat on the mat.\n",
+      "--- Semantic Analysis  ---\n",
+      "Preprocessed Sentence: cat sit mat\n",
+      "--- Syntactic Analysis ---\n",
+      "Preprocessed Sentence: the cat sit on the mat .\n",
+      "--------------------------------------------------\n",
+      "Original Sentence: On the mat, the cat was sitting.\n",
+      "--- Semantic Analysis  ---\n",
+      "Preprocessed Sentence: mat cat sit\n",
+      "--- Syntactic Analysis ---\n",
+      "Preprocessed Sentence: on the mat , the cat be sit .\n",
+      "--------------------------------------------------\n",
+      "Original Sentence: A completely different sentence about something else.\n",
+      "--- Semantic Analysis  ---\n",
+      "Preprocessed Sentence: completely different sentence\n",
+      "--- Syntactic Analysis ---\n",
+      "Preprocessed Sentence: a completely different sentence about something else .\n",
+      "--------------------------------------------------\n"
      ]
     }
    ],
-   "execution_count": 19
+   "execution_count": 17
   },
   {
    "metadata": {
@@ -124,9 +179,6 @@
    },
    "cell_type": "code",
    "source": [
-    "import spacy\n",
-    "\n",
-    "nlp = spacy.load(\"en_core_web_md\")\n",
     "\n",
     "def extract_parse_tree(text):\n",
     "    doc = nlp(text)\n",
@@ -140,12 +192,6 @@
     "\n",
     "    return doc\n",
     "\n",
-    "test_sentences = [\n",
-    "    \"The cat sat on the mat.\",\n",
-    "    \"On the mat, the cat was sitting.\",\n",
-    "    \"A completely different sentence about something else.\"\n",
-    "]\n",
-    "\n",
     "for sentence in test_sentences:\n",
     "    doc = extract_parse_tree(sentence)\n",
     "    print(\"\\n\" + \"=\"*60 + \"\\n\")"
@@ -206,34 +252,36 @@
    ],
    "execution_count": 15
   },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "***USE NetworkX",
+   "id": "5b5c8742d7c4c4c5"
+  },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-20T15:46:08.461059Z",
-     "start_time": "2025-11-20T15:45:47.529073Z"
+     "end_time": "2025-11-21T18:20:09.575176Z",
+     "start_time": "2025-11-21T18:20:09.465504Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "import spacy\n",
-    "from spacy import displacy\n",
-    "from IPython.display import display, HTML\n",
     "\n",
-    "nlp = spacy.load(\"en_core_web_md\")\n",
-    "\n",
-    "test_sentences = [\n",
-    "    \"The cat sat on the mat.\",\n",
-    "    \"On the mat, the cat was sitting.\",\n",
-    "    \"A completely different sentence about something else.\"\n",
-    "]\n",
     "\n",
     "def visualize_parse_tree(text):\n",
     "    doc = nlp(text)\n",
     "    html = displacy.render(doc, style=\"dep\", jupyter=False, options={\"distance\": 100})\n",
     "    display(HTML(html))\n",
     "\n",
+    "\n",
+    "\n",
     "for sentence in test_sentences:\n",
     "    print(f\"Sentence: {sentence}\")\n",
+    "    print(\"---\")\n",
+    "    processed_sentence = preprocessor.syntactic_analysis(sentence)\n",
+    "    print(f\"Processed Sentence: \" + processed_sentence)\n",
+    "    visualize_parse_tree(processed_sentence)\n",
     "    visualize_parse_tree(sentence)"
    ],
    "id": "e413238c1af12f62",
@@ -242,7 +290,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sentence: The cat sat on the mat.\n"
+      "Sentence: The cat sat on the mat.\n",
+      "---\n",
+      "Processed Sentence: the cat sit on the mat .\n"
      ]
     },
     {
@@ -251,7 +301,92 @@
        "<IPython.core.display.HTML object>"
       ],
       "text/html": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"30acd41e2fa8417a92c8204d90501047-0\" class=\"displacy\" width=\"650\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"cbdcc1a7b2c3434da049b33ce22ba9dc-0\" class=\"displacy\" width=\"650\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">the</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"150\">cat</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"150\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"250\">sit</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"250\">VERB</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"350\">on</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"350\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"450\">the</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"450\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"550\">mat .</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"550\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-0\" stroke-width=\"2px\" d=\"M70,102.0 C70,52.0 145.0,52.0 145.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M70,104.0 L62,92.0 78,92.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-1\" stroke-width=\"2px\" d=\"M170,102.0 C170,52.0 245.0,52.0 245.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M170,104.0 L162,92.0 178,92.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M345.0,104.0 L353.0,92.0 337.0,92.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-3\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M470,104.0 L462,92.0 478,92.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-4\" stroke-width=\"2px\" d=\"M370,102.0 C370,2.0 550.0,2.0 550.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M550.0,104.0 L558.0,92.0 542.0,92.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "</svg>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ],
+      "text/html": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"03663f6b8c874937b96eb1c0bf766ed5-0\" class=\"displacy\" width=\"650\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
        "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
        "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">The</tspan>\n",
        "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">DET</tspan>\n",
@@ -283,41 +418,41 @@
        "</text>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-30acd41e2fa8417a92c8204d90501047-0-0\" stroke-width=\"2px\" d=\"M70,102.0 C70,52.0 145.0,52.0 145.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-0\" stroke-width=\"2px\" d=\"M70,102.0 C70,52.0 145.0,52.0 145.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-30acd41e2fa8417a92c8204d90501047-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M70,104.0 L62,92.0 78,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-30acd41e2fa8417a92c8204d90501047-0-1\" stroke-width=\"2px\" d=\"M170,102.0 C170,52.0 245.0,52.0 245.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-1\" stroke-width=\"2px\" d=\"M170,102.0 C170,52.0 245.0,52.0 245.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-30acd41e2fa8417a92c8204d90501047-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M170,104.0 L162,92.0 178,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-30acd41e2fa8417a92c8204d90501047-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-30acd41e2fa8417a92c8204d90501047-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M345.0,104.0 L353.0,92.0 337.0,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-30acd41e2fa8417a92c8204d90501047-0-3\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-3\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-30acd41e2fa8417a92c8204d90501047-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M470,104.0 L462,92.0 478,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-30acd41e2fa8417a92c8204d90501047-0-4\" stroke-width=\"2px\" d=\"M370,102.0 C370,2.0 550.0,2.0 550.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-4\" stroke-width=\"2px\" d=\"M370,102.0 C370,2.0 550.0,2.0 550.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-30acd41e2fa8417a92c8204d90501047-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M550.0,104.0 L558.0,92.0 542.0,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
@@ -334,7 +469,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sentence: On the mat, the cat was sitting.\n"
+      "Sentence: On the mat, the cat was sitting.\n",
+      "---\n",
+      "Processed Sentence: on the mat , the cat be sit .\n"
      ]
     },
     {
@@ -343,7 +480,105 @@
        "<IPython.core.display.HTML object>"
       ],
       "text/html": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"a6d4123128854110b9b87ac31b74258f-0\" class=\"displacy\" width=\"750\" height=\"287.0\" direction=\"ltr\" style=\"max-width: none; height: 287.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"c413fa0318d04c93b9c3ffea0645caff-0\" class=\"displacy\" width=\"750\" height=\"287.0\" direction=\"ltr\" style=\"max-width: none; height: 287.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">on</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"150\">the</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"150\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"250\">mat ,</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"250\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"350\">the</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"350\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"450\">cat</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"450\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"550\">be</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"550\">AUX</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"650\">sit .</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"650\">VERB</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-c413fa0318d04c93b9c3ffea0645caff-0-0\" stroke-width=\"2px\" d=\"M70,152.0 C70,2.0 650.0,2.0 650.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-c413fa0318d04c93b9c3ffea0645caff-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M70,154.0 L62,142.0 78,142.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-c413fa0318d04c93b9c3ffea0645caff-0-1\" stroke-width=\"2px\" d=\"M170,152.0 C170,102.0 240.0,102.0 240.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-c413fa0318d04c93b9c3ffea0645caff-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M170,154.0 L162,142.0 178,142.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-c413fa0318d04c93b9c3ffea0645caff-0-2\" stroke-width=\"2px\" d=\"M70,152.0 C70,52.0 245.0,52.0 245.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-c413fa0318d04c93b9c3ffea0645caff-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M245.0,154.0 L253.0,142.0 237.0,142.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-c413fa0318d04c93b9c3ffea0645caff-0-3\" stroke-width=\"2px\" d=\"M370,152.0 C370,102.0 440.0,102.0 440.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-c413fa0318d04c93b9c3ffea0645caff-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M370,154.0 L362,142.0 378,142.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-c413fa0318d04c93b9c3ffea0645caff-0-4\" stroke-width=\"2px\" d=\"M470,152.0 C470,52.0 645.0,52.0 645.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-c413fa0318d04c93b9c3ffea0645caff-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M470,154.0 L462,142.0 478,142.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-c413fa0318d04c93b9c3ffea0645caff-0-5\" stroke-width=\"2px\" d=\"M570,152.0 C570,102.0 640.0,102.0 640.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-c413fa0318d04c93b9c3ffea0645caff-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M570,154.0 L562,142.0 578,142.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "</svg>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ],
+      "text/html": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"0a7ff36b205d4165a3261fa3265e8c53-0\" class=\"displacy\" width=\"750\" height=\"287.0\" direction=\"ltr\" style=\"max-width: none; height: 287.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
        "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"197.0\">\n",
        "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">On</tspan>\n",
        "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">ADP</tspan>\n",
@@ -380,49 +615,49 @@
        "</text>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-a6d4123128854110b9b87ac31b74258f-0-0\" stroke-width=\"2px\" d=\"M70,152.0 C70,2.0 650.0,2.0 650.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-0a7ff36b205d4165a3261fa3265e8c53-0-0\" stroke-width=\"2px\" d=\"M70,152.0 C70,2.0 650.0,2.0 650.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-a6d4123128854110b9b87ac31b74258f-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-0a7ff36b205d4165a3261fa3265e8c53-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M70,154.0 L62,142.0 78,142.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-a6d4123128854110b9b87ac31b74258f-0-1\" stroke-width=\"2px\" d=\"M170,152.0 C170,102.0 240.0,102.0 240.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-0a7ff36b205d4165a3261fa3265e8c53-0-1\" stroke-width=\"2px\" d=\"M170,152.0 C170,102.0 240.0,102.0 240.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-a6d4123128854110b9b87ac31b74258f-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-0a7ff36b205d4165a3261fa3265e8c53-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M170,154.0 L162,142.0 178,142.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-a6d4123128854110b9b87ac31b74258f-0-2\" stroke-width=\"2px\" d=\"M70,152.0 C70,52.0 245.0,52.0 245.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-0a7ff36b205d4165a3261fa3265e8c53-0-2\" stroke-width=\"2px\" d=\"M70,152.0 C70,52.0 245.0,52.0 245.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-a6d4123128854110b9b87ac31b74258f-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-0a7ff36b205d4165a3261fa3265e8c53-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M245.0,154.0 L253.0,142.0 237.0,142.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-a6d4123128854110b9b87ac31b74258f-0-3\" stroke-width=\"2px\" d=\"M370,152.0 C370,102.0 440.0,102.0 440.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-0a7ff36b205d4165a3261fa3265e8c53-0-3\" stroke-width=\"2px\" d=\"M370,152.0 C370,102.0 440.0,102.0 440.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-a6d4123128854110b9b87ac31b74258f-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-0a7ff36b205d4165a3261fa3265e8c53-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M370,154.0 L362,142.0 378,142.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-a6d4123128854110b9b87ac31b74258f-0-4\" stroke-width=\"2px\" d=\"M470,152.0 C470,52.0 645.0,52.0 645.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-0a7ff36b205d4165a3261fa3265e8c53-0-4\" stroke-width=\"2px\" d=\"M470,152.0 C470,52.0 645.0,52.0 645.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-a6d4123128854110b9b87ac31b74258f-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-0a7ff36b205d4165a3261fa3265e8c53-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M470,154.0 L462,142.0 478,142.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-a6d4123128854110b9b87ac31b74258f-0-5\" stroke-width=\"2px\" d=\"M570,152.0 C570,102.0 640.0,102.0 640.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-0a7ff36b205d4165a3261fa3265e8c53-0-5\" stroke-width=\"2px\" d=\"M570,152.0 C570,102.0 640.0,102.0 640.0,152.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-a6d4123128854110b9b87ac31b74258f-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-0a7ff36b205d4165a3261fa3265e8c53-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M570,154.0 L562,142.0 578,142.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
@@ -439,7 +674,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sentence: A completely different sentence about something else.\n"
+      "Sentence: A completely different sentence about something else.\n",
+      "---\n",
+      "Processed Sentence: a completely different sentence about something else .\n"
      ]
     },
     {
@@ -448,7 +685,105 @@
        "<IPython.core.display.HTML object>"
       ],
       "text/html": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"af01d7eb10f84122b89ef1cd5057e52c-0\" class=\"displacy\" width=\"750\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"358275480b4d4b099e836e8136c5b023-0\" class=\"displacy\" width=\"750\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">a</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
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+       "</text>\n",
+       "\n",
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+       "</text>\n",
+       "\n",
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+       "</text>\n",
+       "\n",
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+       "</text>\n",
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+       "</text>\n",
+       "\n",
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+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"650\">ADV</tspan>\n",
+       "</text>\n",
+       "\n",
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+       "    </text>\n",
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+       "</g>\n",
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+       "    </text>\n",
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+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M545.0,104.0 L553.0,92.0 537.0,92.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M645.0,104.0 L653.0,92.0 637.0,92.0\" fill=\"currentColor\"/>\n",
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+       "</svg>"
+      ]
+     },
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+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    },
+    {
+     "data": {
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+       "<IPython.core.display.HTML object>"
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@@ -485,49 +820,49 @@
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+       "        <textPath xlink:href=\"#arrow-bc8c620b992c40b5b591d785f5e540a4-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
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+       "        <textPath xlink:href=\"#arrow-bc8c620b992c40b5b591d785f5e540a4-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
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@@ -541,7 +876,7 @@
      }
     }
    ],
-   "execution_count": 14
+   "execution_count": 32
   },
   {
    "metadata": {},